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@stdlib/stats

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Standard library statistical functions.

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/** * @license Apache-2.0 * * Copyright (c) 2018 The Stdlib Authors. * * Licensed under the Apache License, Version 2.0 (the "License"); * you may not use this file except in compliance with the License. * You may obtain a copy of the License at * * http://www.apache.org/licenses/LICENSE-2.0 * * Unless required by applicable law or agreed to in writing, software * distributed under the License is distributed on an "AS IS" BASIS, * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. * See the License for the specific language governing permissions and * limitations under the License. */ 'use strict'; // MODULES // var isnan = require( '@stdlib/math/base/assert/is-nan' ); var gamma = require( '@stdlib/math/base/special/gamma' ); var pow = require( '@stdlib/math/base/special/pow' ); // MAIN // /** * Returns the excess kurtosis of a Weibull distribution. * * @param {PositiveNumber} k - shape parameter * @param {PositiveNumber} lambda - scale parameter * @returns {number} kurtosis * * @example * var v = kurtosis( 1.0, 1.0 ); * // returns 6.0 * * @example * var v = kurtosis( 4.0, 12.0 ); * // returns ~-0.252 * * @example * var v = kurtosis( 8.0, 2.0 ); * // returns ~0.328 * * @example * var v = kurtosis( 1.0, -0.1 ); * // returns NaN * * @example * var v = kurtosis( -0.1, 1.0 ); * // returns NaN * * @example * var v = kurtosis( 2.0, NaN ); * // returns NaN * * @example * var v = kurtosis( NaN, 2.0 ); * // returns NaN */ function kurtosis( k, lambda ) { var out; var g4; var g3; var g2; var g1; if ( isnan( k ) || isnan( lambda ) || k <= 0.0 || lambda <= 0.0 ) { return NaN; } g1 = gamma( 1.0 + (1.0/k) ); g2 = gamma( 1.0 + (2.0/k) ); g3 = gamma( 1.0 + (3.0/k) ); g4 = gamma( 1.0 + (4.0/k) ); out = (-6.0*pow(g1, 4.0)) + (12.0*g1*g1*g2) - (3.0*g2*g2)- (4.0*g1*g3) + g4; out /= pow( g2 - (g1*g1), 2.0 ); return out; } // EXPORTS // module.exports = kurtosis;